It’s certainly not a dense paper with careful nuanced derivations that you have to ponder to grasp. It’s a light read you can skim especially if you aren’t interested in LLM Trump improv and you are familiar with the general thought behind connectionism, construction grammar, other modern linguistic theories and, of course, universal grammar. The debate is as old as UG, but now with a new LLM flavor.
I don’t know which argument you expect from me. I read it and found nothing similar to “Stop wasting your time; naval vessels do it all the time.” So I concluded it’s a strawman. Being against a particular controversial approach in linguistics doesn’t mean being against science.